Thermal performance, entropy generation, and machine learning insights of Al₂O₃-TiO₂ hybrid nanofluids in turbulent flow

Abstract This study investigates the heat transfer performance of water-based Al2O3-TiO2 (50:50) hybrid nanofluids under turbulent flow conditions. Al2O3 and TiO2 nanoparticles (13 and 21 nm, respectively) were dispersed in water to prepare the nanofluids in the concentrations range of 0 to 1 vol%....

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Bibliographic Details
Main Authors: Praveen Kumar Kanti, V. Vicki Wanatasanappan, Nejla Mahjoub Said, Suman Saini, Vijayalaxmi Mishra, Prabhu Paramasivam, Mohamed Yusuf
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-93749-0
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